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Model Optimization Frameworks · Awesome GitHub Repositories

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Awesome GitHub RepositoriesModel Optimization Frameworks

Tools for converting and compressing neural network models to improve inference speed and hardware compatibility.

Distinguishing note: Specifically targets the conversion and optimization of trained models for production, distinct from general model training.

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  • open-mmlab/mmdetection

    open-mmlab/mmdetection

    32,409View on GitHub↗

    This project is a modular research toolkit designed for developing, training, and evaluating deep learning models for object detection, segmentation, and video instance tracking. It provides a flexible training engine that manages complex neural network execution, including distributed training, custom lifecycle hooks, and weight optimization. The framework is built around a hierarchical configuration system that allows users to define architectures, data pipelines, and training hyperparameters through composable, inheritable files. The project distinguishes itself through its highly modular

    Converting trained neural network models into optimized formats for efficient inference and production deployment across various hardware backends.

    Pythoncascade-rcnnconvnextdetr
    32,409View on GitHub↗